My Data

Dataset statistics

Number of variables	19
Number of observations	11960
Missing cells	407
Missing cells (%)	0.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.7 MiB
Average record size in memory	145.0 B

Variable types

Numeric	12
Boolean	1
Text	4
Categorical	2

Alerts

`danceability` is highly overall correlated with `valence`	High correlation
`energy` is highly overall correlated with `loudness` and 4 other fields	High correlation
`loudness` is highly overall correlated with `energy` and 3 other fields	High correlation
`speechiness` is highly overall correlated with `explicit`	High correlation
`acousticness` is highly overall correlated with `energy` and 2 other fields	High correlation
`instrumentalness` is highly overall correlated with `energy` and 2 other fields	High correlation
`valence` is highly overall correlated with `danceability`	High correlation
`number_of_artists` is highly overall correlated with `energy`	High correlation
`explicit` is highly overall correlated with `speechiness` and 1 other fields	High correlation
`top_genre` is highly overall correlated with `explicit` and 1 other fields	High correlation
`emotion` is highly overall correlated with `energy` and 4 other fields	High correlation
`explicit` is highly imbalanced (61.2%)	Imbalance
`number_of_artists` has 121 (1.0%) missing values	Missing
`top_genre` has 169 (1.4%) missing values	Missing
`duration_ms` is highly skewed (γ1 = 45.71689973)	Skewed
`url` has unique values	Unique
`instrumentalness` has 2599 (21.7%) zeros	Zeros
`popularity` has 2536 (21.2%) zeros	Zeros

Reproduction

Analysis started	2023-11-08 21:26:02.220925
Analysis finished	2023-11-08 21:26:28.769867
Duration	26.55 seconds
Software version	ydata-profiling vv4.6.1
Download configuration	config.json

danceability
Real number (ℝ)

HIGH CORRELATION

Distinct	997
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.47954994

Minimum	0
Maximum	8.375
Zeros	6
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	93.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.161
Q1	0.338
median	0.485
Q3	0.608
95-th percentile	0.761
Maximum	8.375
Range	8.375
Interquartile range (IQR)	0.27

Descriptive statistics

Standard deviation	0.27384517
Coefficient of variation (CV)	0.57104619
Kurtosis	301.73745
Mean	0.47954994
Median Absolute Deviation (MAD)	0.134
Skewness	12.654747
Sum	5735.4173
Variance	0.074991175
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.562	35	0.3%
0.446	35	0.3%
0.551	35	0.3%
0.486	35	0.3%
0.514	35	0.3%
0.565	34	0.3%
0.485	34	0.3%
0.537	34	0.3%
0.538	33	0.3%
0.577	33	0.3%
Other values (987)	11617	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.1%
0.0567	1	< 0.1%
0.0584	1	< 0.1%
0.0589	1	< 0.1%
0.0596	1	< 0.1%
0.0598	1	< 0.1%
0.0607	2	< 0.1%
0.061	1	< 0.1%
0.0613	1	< 0.1%
0.0615	1	< 0.1%

Value	Count	Frequency (%)
8.375	1	< 0.1%
7.764	1	< 0.1%
7.706	1	< 0.1%
7.494	1	< 0.1%
6.751	1	< 0.1%
6.632	1	< 0.1%
6.618	1	< 0.1%
6.539	1	< 0.1%
6.425	1	< 0.1%
5.463	1	< 0.1%

energy
Real number (ℝ)

HIGH CORRELATION

Distinct	1907
Distinct (%)	15.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.52978252

Minimum	0.000197
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	93.6 KiB

Quantile statistics

Minimum	0.000197
5-th percentile	0.0224
Q1	0.186
median	0.595
Q3	0.841
95-th percentile	0.965
Maximum	1
Range	0.999803
Interquartile range (IQR)	0.655

Descriptive statistics

Standard deviation	0.33307113
Coefficient of variation (CV)	0.62869407
Kurtosis	-1.4392826
Mean	0.52978252
Median Absolute Deviation (MAD)	0.295
Skewness	-0.22656341
Sum	6336.199
Variance	0.11093638
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.941	32	0.3%
0.964	31	0.3%
0.961	31	0.3%
0.978	30	0.3%
0.957	29	0.2%
0.932	28	0.2%
0.917	28	0.2%
0.935	28	0.2%
0.877	28	0.2%
0.875	28	0.2%
Other values (1897)	11667	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000197	1	< 0.1%
0.000594	1	< 0.1%
0.000655	1	< 0.1%
0.000685	1	< 0.1%
0.000724	1	< 0.1%
0.000795	1	< 0.1%
0.000882	1	< 0.1%
0.000919	1	< 0.1%
0.000923	1	< 0.1%
0.000977	1	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.999	3	< 0.1%
0.998	4	< 0.1%
0.997	8	0.1%
0.996	9	0.1%
0.995	24	0.2%
0.994	20	0.2%
0.993	18	0.2%
0.992	11	0.1%
0.991	12	0.1%

loudness
Real number (ℝ)

HIGH CORRELATION

Distinct	9221
Distinct (%)	77.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-12.372094

Minimum	-47.046
Maximum	1.519
Zeros	0
Zeros (%)	0.0%
Negative	11957
Negative (%)	> 99.9%
Memory size	93.6 KiB

Quantile statistics

Minimum	-47.046
5-th percentile	-28.63015
Q1	-17.865
median	-9.537
Q3	-5.834
95-th percentile	-3.3439
Maximum	1.519
Range	48.565
Interquartile range (IQR)	12.031

Descriptive statistics

Standard deviation	8.2650122
Coefficient of variation (CV)	-0.66803666
Kurtosis	0.1078043
Mean	-12.372094
Median Absolute Deviation (MAD)	4.666
Skewness	-0.9663512
Sum	-147970.24
Variance	68.310426
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5.399	6	0.1%
-6.196	5	< 0.1%
-5.325	5	< 0.1%
-8.609	5	< 0.1%
-6.209	5	< 0.1%
-5.268	5	< 0.1%
-5.627	5	< 0.1%
-5.1	5	< 0.1%
-6.89	5	< 0.1%
-4.876	5	< 0.1%
Other values (9211)	11909	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-47.046	1	< 0.1%
-46.084	1	< 0.1%
-44.255	1	< 0.1%
-42.958	1	< 0.1%
-42.874	1	< 0.1%
-42.721	1	< 0.1%
-42.597	1	< 0.1%
-42.528	1	< 0.1%
-42.236	1	< 0.1%
-42.018	1	< 0.1%

Value	Count	Frequency (%)
1.519	1	< 0.1%
0.918	1	< 0.1%
0.878	1	< 0.1%
-0.116	1	< 0.1%
-0.256	1	< 0.1%
-0.508	1	< 0.1%
-0.514	1	< 0.1%
-0.577	1	< 0.1%
-0.589	1	< 0.1%
-0.602	1	< 0.1%

speechiness
Real number (ℝ)

HIGH CORRELATION

Distinct	1210
Distinct (%)	10.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10432898

Minimum	0
Maximum	0.965
Zeros	6
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	93.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.029
Q1	0.0373
median	0.0459
Q3	0.0701
95-th percentile	0.56035
Maximum	0.965
Range	0.965
Interquartile range (IQR)	0.0328

Descriptive statistics

Standard deviation	0.19166401
Coefficient of variation (CV)	1.8371119
Kurtosis	12.986428
Mean	0.10432898
Median Absolute Deviation (MAD)	0.0115
Skewness	3.7586791
Sum	1247.7746
Variance	0.036735092
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0406	50	0.4%
0.0423	47	0.4%
0.041	47	0.4%
0.0447	46	0.4%
0.0416	46	0.4%
0.0436	45	0.4%
0.0402	45	0.4%
0.039	44	0.4%
0.0388	44	0.4%
0.0417	44	0.4%
Other values (1200)	11502	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.1%
0.0226	1	< 0.1%
0.0228	1	< 0.1%
0.0229	1	< 0.1%
0.023	1	< 0.1%
0.0232	2	< 0.1%
0.0233	1	< 0.1%
0.0235	5	< 0.1%
0.0236	1	< 0.1%
0.0237	1	< 0.1%

Value	Count	Frequency (%)
0.965	1	< 0.1%
0.963	1	< 0.1%
0.962	1	< 0.1%
0.961	3	< 0.1%
0.96	4	< 0.1%
0.959	4	< 0.1%
0.958	2	< 0.1%
0.957	3	< 0.1%
0.956	9	0.1%
0.955	10	0.1%

acousticness
Real number (ℝ)

HIGH CORRELATION

Distinct	3014
Distinct (%)	25.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.48360493

Minimum	0
Maximum	0.996
Zeros	29
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	93.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.000148
Q1	0.0365
median	0.468
Q3	0.923
95-th percentile	0.992
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.8865

Descriptive statistics

Standard deviation	0.40450588
Coefficient of variation (CV)	0.8364387
Kurtosis	-1.7341465
Mean	0.48360493
Median Absolute Deviation (MAD)	0.4403
Skewness	0.023119226
Sum	5783.915
Variance	0.16362501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.995	208	1.7%
0.994	176	1.5%
0.993	168	1.4%
0.992	144	1.2%
0.991	109	0.9%
0.99	106	0.9%
0.988	96	0.8%
0.989	72	0.6%
0.984	68	0.6%
0.987	68	0.6%
Other values (3004)	10745	89.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	0.2%
1.01 × 10^-6	1	< 0.1%
1.1 × 10^-6	1	< 0.1%
1.26 × 10^-6	1	< 0.1%
1.35 × 10^-6	1	< 0.1%
1.38 × 10^-6	1	< 0.1%
1.41 × 10^-6	2	< 0.1%
1.44 × 10^-6	1	< 0.1%
1.48 × 10^-6	1	< 0.1%
1.61 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.996	43	0.4%
0.995	208	1.7%
0.994	176	1.5%
0.993	168	1.4%
0.992	144	1.2%
0.991	109	0.9%
0.99	106	0.9%
0.989	72	0.6%
0.988	96	0.8%
0.987	68	0.6%

instrumentalness
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3498
Distinct (%)	29.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.26498631

Minimum	0
Maximum	0.994
Zeros	2599
Zeros (%)	21.7%
Negative	0
Negative (%)	0.0%
Memory size	93.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.7 × 10^-6
median	0.00267
Q3	0.67825
95-th percentile	0.932
Maximum	0.994
Range	0.994
Interquartile range (IQR)	0.6782473

Descriptive statistics

Standard deviation	0.37788476
Coefficient of variation (CV)	1.4260539
Kurtosis	-0.99578828
Mean	0.26498631
Median Absolute Deviation (MAD)	0.00267
Skewness	0.91703649
Sum	3169.2363
Variance	0.14279689
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2599	21.7%
0.922	35	0.3%
0.902	32	0.3%
0.909	29	0.2%
0.919	29	0.2%
0.912	29	0.2%
0.933	29	0.2%
0.92	28	0.2%
0.903	28	0.2%
0.877	27	0.2%
Other values (3488)	9095	76.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2599	21.7%
1 × 10^-6	1	< 0.1%
1.01 × 10^-6	3	< 0.1%
1.02 × 10^-6	4	< 0.1%
1.03 × 10^-6	5	< 0.1%
1.04 × 10^-6	5	< 0.1%
1.05 × 10^-6	9	0.1%
1.06 × 10^-6	3	< 0.1%
1.07 × 10^-6	2	< 0.1%
1.08 × 10^-6	3	< 0.1%

Value	Count	Frequency (%)
0.994	1	< 0.1%
0.993	1	< 0.1%
0.991	1	< 0.1%
0.99	2	< 0.1%
0.988	1	< 0.1%
0.987	1	< 0.1%
0.986	1	< 0.1%
0.984	2	< 0.1%
0.983	6	0.1%
0.982	4	< 0.1%

liveness
Real number (ℝ)

Distinct	1471
Distinct (%)	12.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22438263

Minimum	0.00967
Maximum	0.997
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	93.6 KiB

Quantile statistics

Minimum	0.00967
5-th percentile	0.062495
Q1	0.0958
median	0.13
Q3	0.28
95-th percentile	0.772
Maximum	0.997
Range	0.98733
Interquartile range (IQR)	0.1842

Descriptive statistics

Standard deviation	0.21239207
Coefficient of variation (CV)	0.94656198
Kurtosis	3.3894049
Mean	0.22438263
Median Absolute Deviation (MAD)	0.0509
Skewness	2.0018516
Sum	2683.6163
Variance	0.04511039
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.11	140	1.2%
0.111	118	1.0%
0.107	115	1.0%
0.108	115	1.0%
0.112	112	0.9%
0.104	111	0.9%
0.106	109	0.9%
0.102	106	0.9%
0.103	106	0.9%
0.101	104	0.9%
Other values (1461)	10824	90.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00967	1	< 0.1%
0.017	1	< 0.1%
0.0185	1	< 0.1%
0.0195	1	< 0.1%
0.0199	1	< 0.1%
0.0207	1	< 0.1%
0.0218	1	< 0.1%
0.0224	1	< 0.1%
0.0245	1	< 0.1%
0.0246	1	< 0.1%

Value	Count	Frequency (%)
0.997	1	< 0.1%
0.99	2	< 0.1%
0.988	2	< 0.1%
0.987	1	< 0.1%
0.986	1	< 0.1%
0.985	5	< 0.1%
0.984	2	< 0.1%
0.983	1	< 0.1%
0.982	5	< 0.1%
0.981	2	< 0.1%

valence
Real number (ℝ)

HIGH CORRELATION

Distinct	1470
Distinct (%)	12.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.46131167

Minimum	0
Maximum	0.995
Zeros	6
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	93.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0393
Q1	0.221
median	0.461
Q3	0.68825
95-th percentile	0.91
Maximum	0.995
Range	0.995
Interquartile range (IQR)	0.46725

Descriptive statistics

Standard deviation	0.27621879
Coefficient of variation (CV)	0.59876827
Kurtosis	-1.1368762
Mean	0.46131167
Median Absolute Deviation (MAD)	0.234
Skewness	0.064219289
Sum	5517.2876
Variance	0.07629682
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.964	32	0.3%
0.961	28	0.2%
0.637	25	0.2%
0.639	24	0.2%
0.963	24	0.2%
0.65	23	0.2%
0.478	23	0.2%
0.638	23	0.2%
0.962	22	0.2%
0.592	22	0.2%
Other values (1460)	11714	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.1%
1 × 10^-5	7	0.1%
0.0104	1	< 0.1%
0.0105	1	< 0.1%
0.0112	1	< 0.1%
0.0134	1	< 0.1%
0.0198	1	< 0.1%
0.0233	1	< 0.1%
0.0234	1	< 0.1%
0.0242	1	< 0.1%

Value	Count	Frequency (%)
0.995	1	< 0.1%
0.994	1	< 0.1%
0.989	1	< 0.1%
0.988	1	< 0.1%
0.987	1	< 0.1%
0.986	1	< 0.1%
0.982	2	< 0.1%
0.981	1	< 0.1%
0.979	4	< 0.1%
0.977	3	< 0.1%

tempo
Real number (ℝ)

Distinct	11082
Distinct (%)	92.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	117.74986

Minimum	0
Maximum	241.423
Zeros	6
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	93.6 KiB

Quantile statistics

Minimum	0
5-th percentile	71.0738
Q1	92.77525
median	116.1535
Q3	137.52525
95-th percentile	176.02605
Maximum	241.423
Range	241.423
Interquartile range (IQR)	44.75

Descriptive statistics

Standard deviation	32.029332
Coefficient of variation (CV)	0.27201164
Kurtosis	-0.33364366
Mean	117.74986
Median Absolute Deviation (MAD)	22.4145
Skewness	0.37512062
Sum	1408288.3
Variance	1025.8781
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	0.1%
100.002	5	< 0.1%
119.928	4	< 0.1%
86.064	4	< 0.1%
101.999	4	< 0.1%
120.004	4	< 0.1%
129.963	4	< 0.1%
110.006	3	< 0.1%
124.247	3	< 0.1%
119.991	3	< 0.1%
Other values (11072)	11920	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.1%
31.988	1	< 0.1%
32.451	1	< 0.1%
35.311	1	< 0.1%
38.815	1	< 0.1%
43.267	1	< 0.1%
43.903	1	< 0.1%
44.197	1	< 0.1%
44.887	1	< 0.1%
45.084	1	< 0.1%

Value	Count	Frequency (%)
241.423	1	< 0.1%
215.918	1	< 0.1%
213.99	1	< 0.1%
211.014	1	< 0.1%
210.893	1	< 0.1%
209.727	1	< 0.1%
209.681	1	< 0.1%
209.68	1	< 0.1%
209.54	1	< 0.1%
208.675	1	< 0.1%

duration_ms
Real number (ℝ)

SKEWED

Distinct	9827
Distinct (%)	82.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1094073.4

Minimum	-427346
Maximum	1.9308213 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	12
Negative (%)	0.1%
Memory size	93.6 KiB

Quantile statistics

Minimum	-427346
5-th percentile	100454.15
Q1	169209.75
median	213453
Q3	273933
95-th percentile	460418
Maximum	1.9308213 × 10⁹
Range	1.9312486 × 10⁹
Interquartile range (IQR)	104723.25

Descriptive statistics

Standard deviation	33217750
Coefficient of variation (CV)	30.361537
Kurtosis	2255.8592
Mean	1094073.4
Median Absolute Deviation (MAD)	50309
Skewness	45.7169
Sum	1.3085118 × 10¹⁰
Variance	1.1034189 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
166000	7	0.1%
159000	6	0.1%
255000	6	0.1%
185000	6	0.1%
188000	6	0.1%
156000	6	0.1%
176000	6	0.1%
170000	6	0.1%
205706	5	< 0.1%
244000	5	< 0.1%
Other values (9817)	11901	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-427346	1	< 0.1%
-359471	1	< 0.1%
-296213	1	< 0.1%
-289266	1	< 0.1%
-275800	1	< 0.1%
-237360	1	< 0.1%
-234893	1	< 0.1%
-223426	1	< 0.1%
-217783	1	< 0.1%
-213672	1	< 0.1%

Value	Count	Frequency (%)
1930821300	1	< 0.1%
1760220200	1	< 0.1%
1498900000	1	< 0.1%
1256662800	1	< 0.1%
1113920000	1	< 0.1%
655429100	1	< 0.1%
536983200	1	< 0.1%
500976000	1	< 0.1%
428151600	1	< 0.1%
356252400	1	< 0.1%

popularity
Real number (ℝ)

ZEROS

Distinct	83
Distinct (%)	0.7%
Missing	117
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.131892

Minimum	0
Maximum	82
Zeros	2536
Zeros (%)	21.2%
Negative	0
Negative (%)	0.0%
Memory size	93.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	24
Q3	42
95-th percentile	61
Maximum	82
Range	82
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	21.072017
Coefficient of variation (CV)	0.83845723
Kurtosis	-1.1065944
Mean	25.131892
Median Absolute Deviation (MAD)	20
Skewness	0.30760299
Sum	297637
Variance	444.02989
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2536	21.2%
2	218	1.8%
1	201	1.7%
39	191	1.6%
44	189	1.6%
37	186	1.6%
36	186	1.6%
35	184	1.5%
40	182	1.5%
3	181	1.5%
Other values (73)	7589	63.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2536	21.2%
1	201	1.7%
2	218	1.8%
3	181	1.5%
4	160	1.3%
5	165	1.4%
6	137	1.1%
7	115	1.0%
8	116	1.0%
9	153	1.3%

Value	Count	Frequency (%)
82	1	< 0.1%
81	5	< 0.1%
80	3	< 0.1%
79	5	< 0.1%
78	3	< 0.1%
77	6	0.1%
76	14	0.1%
75	12	0.1%
74	9	0.1%
73	16	0.1%

number_of_artists
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	16
Distinct (%)	0.1%
Missing	121
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7147563

Minimum	1
Maximum	19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	93.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	19
Range	18
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2763768
Coefficient of variation (CV)	0.74434879
Kurtosis	18.614128
Mean	1.7147563
Median Absolute Deviation (MAD)	0
Skewness	3.2290804
Sum	20301
Variance	1.6291377
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
1	7463	62.4%
2	2217	18.5%
3	1173	9.8%
4	583	4.9%
5	176	1.5%
6	126	1.1%
7	33	0.3%
8	23	0.2%
9	14	0.1%
10	9	0.1%
Other values (6)	22	0.2%
(Missing)	121	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	7463	62.4%
2	2217	18.5%
3	1173	9.8%
4	583	4.9%
5	176	1.5%
6	126	1.1%
7	33	0.3%
8	23	0.2%
9	14	0.1%
10	9	0.1%

Value	Count	Frequency (%)
19	1	< 0.1%
17	2	< 0.1%
14	4	< 0.1%
13	4	< 0.1%
12	4	< 0.1%
11	7	0.1%
10	9	0.1%
9	14	0.1%
8	23	0.2%
7	33	0.3%

explicit
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.8 KiB

False	11052
True	908

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	11052	92.4%
True	908	7.6%

name
Text

Distinct	11500
Distinct (%)	96.2%
Missing	0
Missing (%)	0.0%
Memory size	93.6 KiB

Length

Max length	174
Median length	126
Mean length	28.839047
Min length	1

Characters and Unicode

Total characters	344915
Distinct characters	494
Distinct categories	16 ?
Distinct scripts	9 ?
Distinct blocks	11 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	11118 ?
Unique (%)	93.0%

Sample

1st row	Fantasy - Felix Jaehn Remix
2nd row	Turning Me Up (Hadal Ahbek)
3rd row	Problems
4th row	Closer (feat. Lilly Ahlberg)
5th row	Everything's Gonna Be Alright

Value	Count	Frequency (%)
	2527	3.9%
in	1889	2.9%
the	1564	2.4%
no	1285	2.0%
i	879	1.4%
major	803	1.2%
a	726	1.1%
op	709	1.1%
for	573	0.9%
1	570	0.9%
Other values (10942)	53133	82.2%

Most occurring characters

Value	Count	Frequency (%)
	52698	15.3%
e	26591	7.7%
o	21362	6.2%
a	18705	5.4%
n	17691	5.1%
i	17095	5.0%
r	16166	4.7%
t	14552	4.2%
l	10322	3.0%
s	10097	2.9%
Other values (484)	139636	40.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	205492	59.6%
Uppercase Letter	53567	15.5%
Space Separator	52698	15.3%
Other Punctuation	15791	4.6%
Decimal Number	11320	3.3%
Dash Punctuation	2425	0.7%
Open Punctuation	1228	0.4%
Close Punctuation	1223	0.4%
Other Letter	998	0.3%
Final Punctuation	68	< 0.1%
Other values (6)	105	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
の	35	3.5%
ン	27	2.7%
イ	22	2.2%
ス	19	1.9%
ラ	19	1.9%
な	19	1.9%
リ	16	1.6%
ド	15	1.5%
ル	14	1.4%
レ	13	1.3%
Other values (324)	799	80.1%

Lowercase Letter

Value	Count	Frequency (%)
e	26591	12.9%
o	21362	10.4%
a	18705	9.1%
n	17691	8.6%
i	17095	8.3%
r	16166	7.9%
t	14552	7.1%
l	10322	5.0%
s	10097	4.9%
u	7076	3.4%
Other values (50)	45835	22.3%

Uppercase Letter

Value	Count	Frequency (%)
I	4539	8.5%
S	4148	7.7%
M	4131	7.7%
A	3658	6.8%
T	3383	6.3%
B	3067	5.7%
C	2740	5.1%
L	2684	5.0%
R	2417	4.5%
D	2355	4.4%
Other values (23)	20445	38.2%

Other Punctuation

Value	Count	Frequency (%)
.	5523	35.0%
,	3653	23.1%
:	3082	19.5%
'	1411	8.9%
"	1019	6.5%
/	551	3.5%
&	252	1.6%
!	101	0.6%
?	90	0.6%
;	60	0.4%
Other values (9)	49	0.3%

Decimal Number

Value	Count	Frequency (%)
1	2343	20.7%
2	1791	15.8%
0	1365	12.1%
3	1079	9.5%
4	857	7.6%
5	854	7.5%
6	847	7.5%
8	772	6.8%
9	762	6.7%
7	650	5.7%

Math Symbol

Value	Count	Frequency (%)
+	14	50.0%
=	5	17.9%
>	3	10.7%
<	3	10.7%
~	2	7.1%
♯	1	3.6%

Dash Punctuation

Value	Count	Frequency (%)
-	2402	99.1%
–	13	0.5%
—	6	0.2%
‐	2	0.1%
〜	2	0.1%

Open Punctuation

Value	Count	Frequency (%)
(	1175	95.7%
[	51	4.2%
「	1	0.1%
（	1	0.1%

Close Punctuation

Value	Count	Frequency (%)
)	1170	95.7%
]	51	4.2%
」	1	0.1%
）	1	0.1%

Modifier Letter

Value	Count	Frequency (%)
ー	36	92.3%
ʻ	1	2.6%
ʼ	1	2.6%
々	1	2.6%

Nonspacing Mark

Value	Count	Frequency (%)
̈	1	25.0%
゙	1	25.0%
̀	1	25.0%
́	1	25.0%

Final Punctuation

Value	Count	Frequency (%)
’	53	77.9%
”	14	20.6%
»	1	1.5%

Initial Punctuation

Value	Count	Frequency (%)
“	14	51.9%
‘	12	44.4%
«	1	3.7%

Other Symbol

Value	Count	Frequency (%)
°	2	50.0%
♡	1	25.0%
®	1	25.0%

Space Separator

Value	Count	Frequency (%)
	52698	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	259057	75.1%
Common	84853	24.6%
Katakana	428	0.1%
Han	306	0.1%
Hiragana	258	0.1%
Hangul	7	< 0.1%
Inherited	4	< 0.1%
Greek	1	< 0.1%
Cyrillic	1	< 0.1%

Most frequent character per script

Han

Value	Count	Frequency (%)
花	7	2.3%
夢	6	2.0%
世	6	2.0%
恋	6	2.0%
君	5	1.6%
残	5	1.6%
界	5	1.6%
光	4	1.3%
愛	4	1.3%
色	4	1.3%
Other values (199)	254	83.0%

Latin

Value	Count	Frequency (%)
e	26591	10.3%
o	21362	8.2%
a	18705	7.2%
n	17691	6.8%
i	17095	6.6%
r	16166	6.2%
t	14552	5.6%
l	10322	4.0%
s	10097	3.9%
u	7076	2.7%
Other values (81)	99400	38.4%

Katakana

Value	Count	Frequency (%)
ン	27	6.3%
イ	22	5.1%
ス	19	4.4%
ラ	19	4.4%
リ	16	3.7%
ド	15	3.5%
ル	14	3.3%
レ	13	3.0%
ッ	13	3.0%
フ	12	2.8%
Other values (56)	258	60.3%

Common

Value	Count	Frequency (%)
	52698	62.1%
.	5523	6.5%
,	3653	4.3%
:	3082	3.6%
-	2402	2.8%
1	2343	2.8%
2	1791	2.1%
'	1411	1.7%
0	1365	1.6%
(	1175	1.4%
Other values (52)	9410	11.1%

Hiragana

Value	Count	Frequency (%)
の	35	13.6%
な	19	7.4%
と	11	4.3%
た	11	4.3%
て	11	4.3%
い	10	3.9%
る	9	3.5%
え	8	3.1%
に	8	3.1%
か	7	2.7%
Other values (43)	129	50.0%

Hangul

Value	Count	Frequency (%)
누	1	14.3%
비	1	14.3%
광	1	14.3%
화	1	14.3%
문	1	14.3%
에	1	14.3%
서	1	14.3%

Inherited

Value	Count	Frequency (%)
̈	1	25.0%
゙	1	25.0%
̀	1	25.0%
́	1	25.0%

Greek

Value	Count	Frequency (%)
β	1	100.0%

Cyrillic

Value	Count	Frequency (%)
Я	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	342935	99.4%
None	813	0.2%
Katakana	469	0.1%
CJK	305	0.1%
Hiragana	259	0.1%
Punctuation	119	< 0.1%
Hangul	7	< 0.1%
Diacriticals	3	< 0.1%
Modifier Letters	2	< 0.1%
Misc Symbols	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	52698	15.4%
e	26591	7.8%
o	21362	6.2%
a	18705	5.5%
n	17691	5.2%
i	17095	5.0%
r	16166	4.7%
t	14552	4.2%
l	10322	3.0%
s	10097	2.9%
Other values (78)	137656	40.1%

None

Value	Count	Frequency (%)
é	329	40.5%
è	122	15.0%
ü	47	5.8%
ö	31	3.8%
ä	30	3.7%
à	27	3.3%
ã	24	3.0%
ê	21	2.6%
á	17	2.1%
ì	16	2.0%
Other values (43)	149	18.3%

Punctuation

Value	Count	Frequency (%)
’	53	44.5%
”	14	11.8%
“	14	11.8%
–	13	10.9%
‘	12	10.1%
—	6	5.0%
…	5	4.2%
‐	2	1.7%

Katakana

Value	Count	Frequency (%)
ー	36	7.7%
ン	27	5.8%
イ	22	4.7%
ス	19	4.1%
ラ	19	4.1%
リ	16	3.4%
ド	15	3.2%
ル	14	3.0%
レ	13	2.8%
ッ	13	2.8%
Other values (58)	275	58.6%

Hiragana

Value	Count	Frequency (%)
の	35	13.5%
な	19	7.3%
と	11	4.2%
た	11	4.2%
て	11	4.2%
い	10	3.9%
る	9	3.5%
え	8	3.1%
に	8	3.1%
か	7	2.7%
Other values (44)	130	50.2%

CJK

Value	Count	Frequency (%)
花	7	2.3%
夢	6	2.0%
世	6	2.0%
恋	6	2.0%
君	5	1.6%
残	5	1.6%
界	5	1.6%
光	4	1.3%
愛	4	1.3%
色	4	1.3%
Other values (198)	253	83.0%

Modifier Letters

Value	Count	Frequency (%)
ʻ	1	50.0%
ʼ	1	50.0%

Misc Symbols

Value	Count	Frequency (%)
♯	1	50.0%
♡	1	50.0%

Diacriticals

Value	Count	Frequency (%)
̈	1	33.3%
̀	1	33.3%
́	1	33.3%

Hangul

Value	Count	Frequency (%)
누	1	14.3%
비	1	14.3%
광	1	14.3%
화	1	14.3%
문	1	14.3%
에	1	14.3%
서	1	14.3%

Cyrillic

Value	Count	Frequency (%)
Я	1	100.0%

url
Text

UNIQUE

Distinct	11960
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	93.6 KiB

Length

Max length	53
Median length	53
Mean length	53
Min length	53

Characters and Unicode

Total characters	633880
Distinct characters	65
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	11960 ?
Unique (%)	100.0%

Sample

1st row	https://open.spotify.com/track/7KCWmFdw0TzoJbKtqRRzJO
2nd row	https://open.spotify.com/track/4sofJiicQwKsRo3S1vpt39
3rd row	https://open.spotify.com/track/2dyrLrVopYKGc3H9oOYSmZ
4th row	https://open.spotify.com/track/5FDdviWQzhw7NWH2TiDl9d
5th row	https://open.spotify.com/track/2NEBP8SXEqwZt2PRdPXXuy

Value	Count	Frequency (%)
https://open.spotify.com/track/7kcwmfdw0tzojbktqrrzjo	1	< 0.1%
https://open.spotify.com/track/3ngcatigvh77ddwainp996	1	< 0.1%
https://open.spotify.com/track/4shgvm4clrzediflnjwlgd	1	< 0.1%
https://open.spotify.com/track/0mdmnww0rpbjqj4swq0qbg	1	< 0.1%
https://open.spotify.com/track/7bnx2fgb4mjprybkhacnwv	1	< 0.1%
https://open.spotify.com/track/2dyrlrvopykgc3h9ooysmz	1	< 0.1%
https://open.spotify.com/track/5fddviwqzhw7nwh2tidl9d	1	< 0.1%
https://open.spotify.com/track/2nebp8sxeqwzt2prdpxxuy	1	< 0.1%
https://open.spotify.com/track/69dr48pxzsabfufqfddjdb	1	< 0.1%
https://open.spotify.com/track/5pncjn4ofnvlrfrzbhfqwh	1	< 0.1%
Other values (11950)	11950	99.9%

Most occurring characters

Value	Count	Frequency (%)
t	51947	8.2%
/	47840	7.5%
o	39999	6.3%
p	39986	6.3%
s	27956	4.4%
c	27924	4.4%
.	23920	3.8%
k	16133	2.5%
i	16131	2.5%
h	16114	2.5%
Other values (55)	325930	51.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	392791	62.0%
Uppercase Letter	105291	16.6%
Other Punctuation	83720	13.2%
Decimal Number	52078	8.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	51947	13.2%
o	39999	10.2%
p	39986	10.2%
s	27956	7.1%
c	27924	7.1%
k	16133	4.1%
i	16131	4.1%
h	16114	4.1%
y	16056	4.1%
m	16054	4.1%
Other values (16)	124491	31.7%

Uppercase Letter

Value	Count	Frequency (%)
D	4231	4.0%
E	4151	3.9%
P	4139	3.9%
G	4130	3.9%
C	4122	3.9%
X	4110	3.9%
B	4090	3.9%
Z	4074	3.9%
O	4073	3.9%
L	4072	3.9%
Other values (16)	64099	60.9%

Decimal Number

Value	Count	Frequency (%)
6	5621	10.8%
4	5594	10.7%
1	5554	10.7%
3	5544	10.6%
0	5533	10.6%
5	5528	10.6%
2	5463	10.5%
7	5178	9.9%
9	4041	7.8%
8	4022	7.7%

Other Punctuation

Value	Count	Frequency (%)
/	47840	57.1%
.	23920	28.6%
:	11960	14.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	498082	78.6%
Common	135798	21.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	51947	10.4%
o	39999	8.0%
p	39986	8.0%
s	27956	5.6%
c	27924	5.6%
k	16133	3.2%
i	16131	3.2%
h	16114	3.2%
y	16056	3.2%
m	16054	3.2%
Other values (42)	229782	46.1%

Common

Value	Count	Frequency (%)
/	47840	35.2%
.	23920	17.6%
:	11960	8.8%
6	5621	4.1%
4	5594	4.1%
1	5554	4.1%
3	5544	4.1%
0	5533	4.1%
5	5528	4.1%
2	5463	4.0%
Other values (3)	13241	9.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	633880	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	51947	8.2%
/	47840	7.5%
o	39999	6.3%
p	39986	6.3%
s	27956	4.4%
c	27924	4.4%
.	23920	3.8%
k	16133	2.5%
i	16131	2.5%
h	16114	2.5%
Other values (55)	325930	51.4%

genres
Text

Distinct	3602
Distinct (%)	30.1%
Missing	0
Missing (%)	0.0%
Memory size	93.6 KiB

Length

Max length	844
Median length	239
Mean length	84.992726
Min length	7

Characters and Unicode

Total characters	1016513
Distinct characters	40
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2204 ?
Unique (%)	18.4%

Sample

1st row	['tropical house', 'german dance', 'pop dance', 'edm', 'vapor twitch', 'etherpop']
2nd row	['pop dance', 'edm', 'indonesian viral pop', 'canadian hip hop']
3rd row	['progressive electro house', 'progressive house', 'future house', 'chill house', 'pop edm', 'singer-songwriter pop', 'electro house', 'pop dance', 'dutch house', 'edm']
4th row	['uk dance', 'tech house', 'pop dance', 'scandipop', 'house']
5th row	['country road', 'country', 'contemporary country']

Value	Count	Frequency (%)
rock	9100	8.2%
classical	7839	7.1%
blues	6855	6.2%
country	4577	4.1%
pop	2897	2.6%
baroque	2439	2.2%
punk	2142	1.9%
performance	2098	1.9%
metal	2022	1.8%
early	1964	1.8%
Other values (957)	68591	62.1%

Most occurring characters

Value	Count	Frequency (%)
'	126143	12.4%
	98564	9.7%
a	73349	7.2%
r	63987	6.3%
e	63703	6.3%
o	58916	5.8%
c	57512	5.7%
s	52019	5.1%
,	51121	5.0%
l	49406	4.9%
Other values (30)	321793	31.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	713255	70.2%
Other Punctuation	177523	17.5%
Space Separator	98564	9.7%
Close Punctuation	11960	1.2%
Open Punctuation	11960	1.2%
Dash Punctuation	3170	0.3%
Decimal Number	77	< 0.1%
Math Symbol	4	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	73349	10.3%
r	63987	9.0%
e	63703	8.9%
o	58916	8.3%
c	57512	8.1%
s	52019	7.3%
l	49406	6.9%
i	43469	6.1%
n	42243	5.9%
t	35928	5.0%
Other values (16)	172723	24.2%

Other Punctuation

Value	Count	Frequency (%)
'	126143	71.1%
,	51121	28.8%
&	144	0.1%
:	59	< 0.1%
"	56	< 0.1%

Decimal Number

Value	Count	Frequency (%)
2	38	49.4%
8	29	37.7%
1	9	11.7%
5	1	1.3%

Space Separator

Value	Count	Frequency (%)
	98564	100.0%

Close Punctuation

Value	Count	Frequency (%)
]	11960	100.0%

Open Punctuation

Value	Count	Frequency (%)
[	11960	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3170	100.0%

Math Symbol

Value	Count	Frequency (%)
+	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	713255	70.2%
Common	303258	29.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	73349	10.3%
r	63987	9.0%
e	63703	8.9%
o	58916	8.3%
c	57512	8.1%
s	52019	7.3%
l	49406	6.9%
i	43469	6.1%
n	42243	5.9%
t	35928	5.0%
Other values (16)	172723	24.2%

Common

Value	Count	Frequency (%)
'	126143	41.6%
	98564	32.5%
,	51121	16.9%
]	11960	3.9%
[	11960	3.9%
-	3170	1.0%
&	144	< 0.1%
:	59	< 0.1%
"	56	< 0.1%
2	38	< 0.1%
Other values (4)	43	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1016513	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
'	126143	12.4%
	98564	9.7%
a	73349	7.2%
r	63987	6.3%
e	63703	6.3%
o	58916	5.8%
c	57512	5.7%
s	52019	5.1%
,	51121	5.0%
l	49406	4.9%
Other values (30)	321793	31.7%

filtered_genres
Text

Distinct	180
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	93.6 KiB

Length

Max length	48
Median length	40
Mean length	11.525585
Min length	7

Characters and Unicode

Total characters	137846
Distinct characters	28
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	50 ?
Unique (%)	0.4%

Sample

1st row	['edm']
2nd row	['edm']
3rd row	['edm']
4th row	['house']
5th row	['country']

Value	Count	Frequency (%)
classical	3030	22.4%
rock	1640	12.1%
blues	1175	8.7%
country	1088	8.0%
punk	714	5.3%
comedy	602	4.4%
pop	532	3.9%
bluegrass	527	3.9%
folk	355	2.6%
grunge	308	2.3%
Other values (40)	3567	26.3%

Most occurring characters

Value	Count	Frequency (%)
'	27076	19.6%
[	11960	8.7%
]	11960	8.7%
c	10227	7.4%
l	9477	6.9%
s	9270	6.7%
a	8413	6.1%
o	6347	4.6%
e	5710	4.1%
r	5088	3.7%
Other values (18)	32318	23.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	83317	60.4%
Other Punctuation	28654	20.8%
Open Punctuation	11960	8.7%
Close Punctuation	11960	8.7%
Space Separator	1578	1.1%
Dash Punctuation	377	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
c	10227	12.3%
l	9477	11.4%
s	9270	11.1%
a	8413	10.1%
o	6347	7.6%
e	5710	6.9%
r	5088	6.1%
u	4329	5.2%
i	3736	4.5%
k	3180	3.8%
Other values (12)	17540	21.1%

Other Punctuation

Value	Count	Frequency (%)
'	27076	94.5%
,	1578	5.5%

Open Punctuation

Value	Count	Frequency (%)
[	11960	100.0%

Close Punctuation

Value	Count	Frequency (%)
]	11960	100.0%

Space Separator

Value	Count	Frequency (%)
	1578	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	377	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	83317	60.4%
Common	54529	39.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
c	10227	12.3%
l	9477	11.4%
s	9270	11.1%
a	8413	10.1%
o	6347	7.6%
e	5710	6.9%
r	5088	6.1%
u	4329	5.2%
i	3736	4.5%
k	3180	3.8%
Other values (12)	17540	21.1%

Common

Value	Count	Frequency (%)
'	27076	49.7%
[	11960	21.9%
]	11960	21.9%
,	1578	2.9%
	1578	2.9%
-	377	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	137846	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
'	27076	19.6%
[	11960	8.7%
]	11960	8.7%
c	10227	7.4%
l	9477	6.9%
s	9270	6.7%
a	8413	6.1%
o	6347	4.6%
e	5710	4.1%
r	5088	3.7%
Other values (18)	32318	23.4%

top_genre
Categorical

HIGH CORRELATION MISSING

Distinct	32
Distinct (%)	0.3%
Missing	169
Missing (%)	1.4%
Memory size	93.6 KiB

classical	3030
rock	1640
blues	1122
country	1082
punk	636
Other values (27)	4281

Length

Max length	10
Median length	9
Mean length	6.3120176
Min length	3

Characters and Unicode

Total characters	74425
Distinct characters	23
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	edm
2nd row	edm
3rd row	edm
4th row	house
5th row	country

Common Values

Value	Count	Frequency (%)
classical	3030	25.3%
rock	1640	13.7%
blues	1122	9.4%
country	1082	9.0%
punk	636	5.3%
comedy	599	5.0%
bluegrass	511	4.3%
pop	482	4.0%
sleep	294	2.5%
folk	246	2.1%
Other values (22)	2149	18.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
classical	3030	25.7%
rock	1640	13.9%
blues	1122	9.5%
country	1082	9.2%
punk	636	5.4%
comedy	599	5.1%
bluegrass	511	4.3%
pop	482	4.1%
sleep	294	2.5%
folk	246	2.1%
Other values (22)	2149	18.2%

Most occurring characters

Value	Count	Frequency (%)
c	10001	13.4%
l	8852	11.9%
s	8840	11.9%
a	7635	10.3%
o	5460	7.3%
e	4574	6.1%
r	4375	5.9%
u	3735	5.0%
i	3580	4.8%
k	2820	3.8%
Other values (13)	14553	19.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	74160	99.6%
Dash Punctuation	265	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
c	10001	13.5%
l	8852	11.9%
s	8840	11.9%
a	7635	10.3%
o	5460	7.4%
e	4574	6.2%
r	4375	5.9%
u	3735	5.0%
i	3580	4.8%
k	2820	3.8%
Other values (12)	14288	19.3%

Dash Punctuation

Value	Count	Frequency (%)
-	265	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	74160	99.6%
Common	265	0.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
c	10001	13.5%
l	8852	11.9%
s	8840	11.9%
a	7635	10.3%
o	5460	7.4%
e	4574	6.2%
r	4375	5.9%
u	3735	5.0%
i	3580	4.8%
k	2820	3.8%
Other values (12)	14288	19.3%

Common

Value	Count	Frequency (%)
-	265	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	74425	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
c	10001	13.4%
l	8852	11.9%
s	8840	11.9%
a	7635	10.3%
o	5460	7.3%
e	4574	6.1%
r	4375	5.9%
u	3735	5.0%
i	3580	4.8%
k	2820	3.8%
Other values (13)	14553	19.6%

emotion
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	93.6 KiB

happy	3451
sad	2953
energetic	2815
calm	2741

Length

Max length	9
Median length	5
Mean length	5.2184783
Min length	3

Characters and Unicode

Total characters	62413
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	happy
2nd row	happy
3rd row	energetic
4th row	happy
5th row	happy

Common Values

Value	Count	Frequency (%)
happy	3451	28.9%
sad	2953	24.7%
energetic	2815	23.5%
calm	2741	22.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
happy	3451	28.9%
sad	2953	24.7%
energetic	2815	23.5%
calm	2741	22.9%

Most occurring characters

Value	Count	Frequency (%)
a	9145	14.7%
e	8445	13.5%
p	6902	11.1%
c	5556	8.9%
h	3451	5.5%
y	3451	5.5%
s	2953	4.7%
d	2953	4.7%
n	2815	4.5%
r	2815	4.5%
Other values (5)	13927	22.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	62413	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	9145	14.7%
e	8445	13.5%
p	6902	11.1%
c	5556	8.9%
h	3451	5.5%
y	3451	5.5%
s	2953	4.7%
d	2953	4.7%
n	2815	4.5%
r	2815	4.5%
Other values (5)	13927	22.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	62413	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	9145	14.7%
e	8445	13.5%
p	6902	11.1%
c	5556	8.9%
h	3451	5.5%
y	3451	5.5%
s	2953	4.7%
d	2953	4.7%
n	2815	4.5%
r	2815	4.5%
Other values (5)	13927	22.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	62413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	9145	14.7%
e	8445	13.5%
p	6902	11.1%
c	5556	8.9%
h	3451	5.5%
y	3451	5.5%
s	2953	4.7%
d	2953	4.7%
n	2815	4.5%
r	2815	4.5%
Other values (5)	13927	22.3%

Auto

Heatmap
Table

	danceability	energy	loudness	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	popularity	number_of_artists	explicit	top_genre	emotion
danceability	1.000	0.299	0.393	0.021	-0.249	-0.425	0.058	0.605	0.079	-0.158	0.139	-0.324	0.064	0.097	0.081
energy	0.299	1.000	0.879	0.345	-0.807	-0.504	0.325	0.383	0.320	-0.068	0.194	-0.533	0.247	0.352	0.636
loudness	0.393	0.879	1.000	0.206	-0.765	-0.593	0.244	0.403	0.314	-0.053	0.267	-0.488	0.202	0.332	0.547
speechiness	0.021	0.345	0.206	1.000	-0.152	-0.183	0.212	-0.061	0.075	-0.066	-0.066	-0.080	0.559	0.355	0.187
acousticness	-0.249	-0.807	-0.765	-0.152	1.000	0.414	-0.158	-0.333	-0.333	-0.005	-0.302	0.493	0.222	0.366	0.573
instrumentalness	-0.425	-0.504	-0.593	-0.183	0.414	1.000	-0.266	-0.342	-0.152	0.127	-0.140	0.402	0.176	0.255	0.510
liveness	0.058	0.325	0.244	0.212	-0.158	-0.266	1.000	0.099	0.057	-0.084	-0.066	-0.201	0.364	0.246	0.190
valence	0.605	0.383	0.403	-0.061	-0.333	-0.342	0.099	1.000	0.275	-0.279	0.113	-0.353	0.140	0.247	0.364
tempo	0.079	0.320	0.314	0.075	-0.333	-0.152	0.057	0.275	1.000	-0.061	0.115	-0.205	0.056	0.160	0.221
duration_ms	-0.158	-0.068	-0.053	-0.066	-0.005	0.127	-0.084	-0.279	-0.061	1.000	0.023	0.076	0.000	0.015	0.014
popularity	0.139	0.194	0.267	-0.066	-0.302	-0.140	-0.066	0.113	0.115	0.023	1.000	-0.127	0.138	0.230	0.189
number_of_artists	-0.324	-0.533	-0.488	-0.080	0.493	0.402	-0.201	-0.353	-0.205	0.076	-0.127	1.000	0.070	0.200	0.223
explicit	0.064	0.247	0.202	0.559	0.222	0.176	0.364	0.140	0.056	0.000	0.138	0.070	1.000	0.600	0.213
top_genre	0.097	0.352	0.332	0.355	0.366	0.255	0.246	0.247	0.160	0.015	0.230	0.200	0.600	1.000	0.596
emotion	0.081	0.636	0.547	0.187	0.573	0.510	0.190	0.364	0.221	0.014	0.189	0.223	0.213	0.596	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	danceability	energy	loudness	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	popularity	number_of_artists	explicit	name	url	genres	filtered_genres	top_genre	emotion
0	0.638	0.781	-6.848	0.0285	0.0118	0.009530	0.3490	0.250	122.985	194640.0	34.0	3.0	False	Fantasy - Felix Jaehn Remix	https://open.spotify.com/track/7KCWmFdw0TzoJbKtqRRzJO	['tropical house', 'german dance', 'pop dance', 'edm', 'vapor twitch', 'etherpop']	['edm']	edm	happy
1	0.744	0.816	-3.933	0.0372	0.1440	0.000009	0.0902	0.748	120.062	144000.0	52.0	3.0	False	Turning Me Up (Hadal Ahbek)	https://open.spotify.com/track/4sofJiicQwKsRo3S1vpt39	['pop dance', 'edm', 'indonesian viral pop', 'canadian hip hop']	['edm']	edm	happy
2	0.721	0.768	-4.371	0.0685	0.2100	0.008430	0.2620	0.468	124.076	179032.0	45.0	3.0	True	Problems	https://open.spotify.com/track/2dyrLrVopYKGc3H9oOYSmZ	['progressive electro house', 'progressive house', 'future house', 'chill house', 'pop edm', 'singer-songwriter pop', 'electro house', 'pop dance', 'dutch house', 'edm']	['edm']	edm	energetic
3	0.700	0.782	-4.631	0.0542	0.4490	0.000000	0.1430	0.680	124.969	169901.0	46.0	3.0	False	Closer (feat. Lilly Ahlberg)	https://open.spotify.com/track/5FDdviWQzhw7NWH2TiDl9d	['uk dance', 'tech house', 'pop dance', 'scandipop', 'house']	['house']	house	happy
4	0.764	0.587	-7.002	0.0298	0.0721	0.000006	0.0940	0.494	89.980	229573.0	45.0	2.0	False	Everything's Gonna Be Alright	https://open.spotify.com/track/2NEBP8SXEqwZt2PRdPXXuy	['country road', 'country', 'contemporary country']	['country']	country	happy
5	0.545	0.818	-6.380	0.0541	0.0369	0.000000	0.1010	0.679	109.019	225066.0	67.0	1.0	False	Make Me Wanna	https://open.spotify.com/track/69DR48pXzSabFUfQfDDJDb	['country road', 'modern country rock', 'country', 'contemporary country']	['country']	country	energetic
6	0.611	0.782	-4.989	0.0474	0.1470	0.000000	0.1150	0.915	101.319	188053.0	0.0	1.0	False	Castaway	https://open.spotify.com/track/5PNcJn4oFNvlRfrZBHfqWh	['country road', 'modern country rock', 'country', 'contemporary country']	['country']	country	happy
7	0.557	0.737	-5.750	0.0476	0.0142	0.000000	0.3140	0.817	158.050	204186.0	60.0	1.0	False	Where It's At	https://open.spotify.com/track/4whYDpJ5XVQpmvecbEHP5Q	['country road', 'modern country rock', 'country', 'contemporary country']	['country']	country	happy
8	0.711	0.696	-5.050	0.0869	0.1600	0.000000	0.1700	0.694	80.512	189533.0	63.0	1.0	False	Good Girl	https://open.spotify.com/track/3NgcaTIgVh77DdwAInp996	['country road', 'modern country rock', 'country', 'contemporary country']	['country']	country	happy
9	0.476	0.952	-3.783	0.0410	0.0981	0.000003	0.4380	0.849	170.062	184706.0	64.0	1.0	False	Sun Daze	https://open.spotify.com/track/0El2Zyt68nYySFDG87hZgM	['country', 'country pop', 'contemporary country', 'country road', 'modern country rock']	['country']	country	energetic

	danceability	energy	loudness	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	popularity	number_of_artists	explicit	name	url	genres	filtered_genres	top_genre	emotion
11950	0.529	0.284	-10.772	0.0402	0.843	0.000000	0.1460	0.687	127.053	178106.0	0.0	1.0	False	I'd Still Want You - First Version (With Yodel)	https://open.spotify.com/track/1CcGzRkzta0Fzu68zqueFA	['honky tonk', 'yodeling', 'country', 'traditional country']	['country']	country	sad
11951	0.784	0.316	-12.239	0.0654	0.892	0.000000	0.1370	0.962	107.704	152906.0	0.0	1.0	False	I'm Satisfied With You	https://open.spotify.com/track/63ZxC0f1wXeK4Z7BqHbIbF	['honky tonk', 'yodeling', 'country', 'traditional country']	['country']	country	sad
11952	0.580	0.469	-10.683	0.0373	0.777	0.000005	0.1690	0.922	177.757	161693.0	0.0	1.0	False	The Blues Come Around	https://open.spotify.com/track/0EpTgU1NpffUHReE1PW3Rs	['honky tonk', 'yodeling', 'country', 'traditional country']	['country']	country	sad
11953	0.655	0.379	-10.559	0.0372	0.871	0.000000	0.1700	0.682	130.281	175666.0	0.0	1.0	False	You're Gonna Change (Or I'm Gonna Leave) - Single Version	https://open.spotify.com/track/5MvfiJrn4yE7Tvu9EBI1Ma	['honky tonk', 'yodeling', 'country', 'traditional country']	['country']	country	sad
11954	0.766	0.358	-10.301	0.0417	0.745	0.000000	0.0624	0.964	155.196	164266.0	0.0	1.0	False	I Won't Be Home No More	https://open.spotify.com/track/6E76zA6qT1nPMOCD6ApkDw	['honky tonk', 'yodeling', 'country', 'traditional country']	['country']	country	sad
11955	0.442	0.379	-12.711	0.0264	0.961	0.000567	0.2840	0.659	79.948	123733.0	0.0	1.0	False	Blue Love (In My Heart) - Single Version	https://open.spotify.com/track/4GGCcixhaENoUig3n7M5s6	['honky tonk', 'yodeling', 'country', 'traditional country']	['country']	country	sad
11956	0.485	0.226	-10.503	0.0278	0.982	0.000000	0.0960	0.508	139.543	154160.0	0.0	1.0	False	My Son Calls Another Man Daddy - Polydor Single Version	https://open.spotify.com/track/7iHxsTIBod6jhy9a205h3H	['honky tonk', 'yodeling', 'country', 'traditional country']	['country']	country	sad
11957	0.741	0.338	-8.488	0.0432	0.930	0.000001	0.1640	0.804	133.504	155626.0	0.0	1.0	False	I'd Still Want You - Single Version	https://open.spotify.com/track/5TXZYm7ScYmrFzPI3WOWKW	['honky tonk', 'yodeling', 'country', 'traditional country']	['country']	country	sad
11958	0.493	0.773	-5.875	0.0452	0.456	0.000003	0.1070	0.478	140.998	204640.0	0.0	1.0	False	Moon Over Mexico	https://open.spotify.com/track/54QmQd9Nc2EUDha6dD8V9X	['country', 'contemporary country']	['country']	country	sad
11959	0.702	0.792	-8.631	0.0325	0.340	0.000081	0.1720	0.786	123.377	209400.0	40.0	1.0	False	Workin' Man's Ph.D	https://open.spotify.com/track/1jfCCgyDtmZb53GrPhmAxr	['country road', 'country', 'contemporary country']	['country']	country	happy

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Math Symbol

Dash Punctuation

Open Punctuation

Close Punctuation

Modifier Letter

Nonspacing Mark

Final Punctuation

Initial Punctuation

Other Symbol

Space Separator

Currency Symbol

Most occurring scripts

Most frequent character per script

Han

Latin

Katakana

Common

Hiragana

Hangul

Inherited

Greek

Cyrillic

Most occurring blocks

Most frequent character per block

ASCII

None

Punctuation

Katakana

Hiragana

CJK

Modifier Letters

Misc Symbols

Diacriticals

Hangul

Cyrillic

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Other Punctuation

Decimal Number

Space Separator

Close Punctuation

Open Punctuation

Dash Punctuation

Math Symbol

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category